{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([3,3,5,6,2])                      #用plot函数绘制二维图形                                           \n",
    "plt.ylabel('garde')                        #给y轴加标签'garde'\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例1',dpi=600)       #保存图形，dpi英寸像素点（质量）\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10),facecolor='#FFF000')\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例2',facecolor=fig.get_facecolor())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(5,5), facecolor = 'r')\n",
    "plt.subplot(3,2,4)\n",
    "plt.plot([0,2,4,6,8],[3,1,4,5,2])                                   # 第三步 制作图形\n",
    "plt.xlabel('garde')                                                 # 第四步 美化图形\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例3.png', facecolor=fig.get_facecolor(),dpi=600)     # 第五步 保存图形\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>信号强度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>85</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>83</td>\n",
       "      <td>19</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>82</td>\n",
       "      <td>28</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>140</td>\n",
       "      <td>28</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>150</td>\n",
       "      <td>15</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>99</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>70</td>\n",
       "      <td>15</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>60</td>\n",
       "      <td>15</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>120</td>\n",
       "      <td>16</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>90</td>\n",
       "      <td>8</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>92</td>\n",
       "      <td>12</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>73</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>72</td>\n",
       "      <td>25</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>70</td>\n",
       "      <td>19</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>118</td>\n",
       "      <td>26</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>38</td>\n",
       "      <td>16</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>120</td>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>125</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>115</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      x   y  信号强度\n",
       "0     0   0    60\n",
       "1     0   3    70\n",
       "2     5   0    68\n",
       "3    10   0    73\n",
       "4     0  30    56\n",
       "5     0  15    80\n",
       "6     1   6    85\n",
       "7     5  23    30\n",
       "8    25  30    20\n",
       "9    30   5    90\n",
       "10   50  25    95\n",
       "11   80   0    20\n",
       "12   85   5    24\n",
       "13   83  19    72\n",
       "14   82  28    17\n",
       "15  148   0    10\n",
       "16  140  28    53\n",
       "17  150  15    50\n",
       "18  100   1    30\n",
       "19   99  27    32\n",
       "20   70  15    95\n",
       "21   60  15   100\n",
       "22  120  16   100\n",
       "23   90   8    89\n",
       "24   92  12    91\n",
       "25   73   4    89\n",
       "26   72  25    86\n",
       "27   70  19    91\n",
       "28  118  26    83\n",
       "29   80  10    90\n",
       "30   38  16   100\n",
       "31   25  25    30\n",
       "32   40  28    70\n",
       "33  120   3    34\n",
       "34  130   5    45\n",
       "35  125   2    20\n",
       "36  115   2    20"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = pd.read_csv(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\商场一楼手机信号强度.txt',sep=',')\n",
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "B = pd.read_excel(r\"D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\烧烤店营业额.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "A1 = A[A['信号强度']>70]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "A2 =A[(A['信号强度']>40) & (A['信号强度']<=70)]\n",
    "A3 = A[A['信号强度']<40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(A1['x'],A1['y'],c='b',marker='o')\n",
    "plt.scatter(A2['x'],A2['y'],c='g',marker='o',s=20)\n",
    "plt.scatter(A3['x'],A3['y'],c='y',marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.arange(0,101,20)\n",
    "y=np.arange(0,101,20)\n",
    "y1=np.arange(0,101,20)**2\n",
    "pig = plt.figure(figsize=(10,10))\n",
    "plt.rcParams['font.family']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "plt.subplot(2,2,1)\n",
    "plt.plot(x,y,label='y=x')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('正比例函数')\n",
    "plt.legend()\n",
    "plt.subplot(2,2,2)\n",
    "plt.plot(x,-y,label='y=-x')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('反比例函数')\n",
    "plt.legend()\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(x,y1,'rD',label='y=x^2')\n",
    "plt.title('曲线函数')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例4.png',dpi=800)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>营业额（万元）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1月</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2月</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4月</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5月</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6月</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7月</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8月</td>\n",
       "      <td>15.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9月</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10月</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11月</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12月</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     月份  营业额（万元）\n",
       "0    1月      5.2\n",
       "1    2月      2.7\n",
       "2    3月      5.8\n",
       "3    4月      5.7\n",
       "4    5月      7.3\n",
       "5    6月      9.2\n",
       "6    7月     18.7\n",
       "7    8月     15.6\n",
       "8    9月     20.5\n",
       "9   10月     18.0\n",
       "10  11月      7.8\n",
       "11  12月      6.9"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pig = plt.figure(figsize=(5,5))\n",
    "plt.plot(B['月份'],B['营业额（万元）'],'g--o')\n",
    "plt.xlabel('月份',size=13)\n",
    "plt.ylabel('营业额（万元）',size=13)\n",
    "plt.title('烧烤店营业额',size=13)\n",
    "# plt.tick_params(labelsize=13)\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例4.png',dpi=1000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.random.normal(0,1,100)\n",
    "y=np.random.normal(0,1,100)\n",
    "plt.scatter(x,y,c='b',marker='*')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names =['淘宝','京东','唯品会','天猫']\n",
    "sizes =[1143,398,159,547]\n",
    "explode=(0,0,0,0.1)\n",
    "plt.pie(sizes,explode=explode,labels=names,autopct='%1.1f%%',shadow=True,startangle=90)\n",
    "plt.title('模拟2019年电商市场占有率')\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\例4.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "popu = np.load(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\populations.npz',allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data', 'feature_names']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i for i in popu]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['时间', '年末总人口(万人)', '男性人口(万人)', '女性人口(万人)', '城镇人口(万人)', '乡村人口(万人)'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popu[ 'feature_names']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['2015年', 137462.0, 70414.0, 67048.0, 77116.0, 60346.0],\n",
       "       ['2014年', 136782.0, 70079.0, 66703.0, 74916.0, 61866.0],\n",
       "       ['2013年', 136072.0, 69728.0, 66344.0, 73111.0, 62961.0],\n",
       "       ['2012年', 135404.0, 69395.0, 66009.0, 71182.0, 64222.0],\n",
       "       ['2011年', 134735.0, 69068.0, 65667.0, 69079.0, 65656.0],\n",
       "       ['2010年', 134091.0, 68748.0, 65343.0, 66978.0, 67113.0],\n",
       "       ['2009年', 133450.0, 68647.0, 64803.0, 64512.0, 68938.0],\n",
       "       ['2008年', 132802.0, 68357.0, 64445.0, 62403.0, 70399.0],\n",
       "       ['2007年', 132129.0, 68048.0, 64081.0, 60633.0, 71496.0],\n",
       "       ['2006年', 131448.0, 67728.0, 63720.0, 58288.0, 73160.0],\n",
       "       ['2005年', 130756.0, 67375.0, 63381.0, 56212.0, 74544.0],\n",
       "       ['2004年', 129988.0, 66976.0, 63012.0, 54283.0, 75705.0],\n",
       "       ['2003年', 129227.0, 66556.0, 62671.0, 52376.0, 76851.0],\n",
       "       ['2002年', 128453.0, 66115.0, 62338.0, 50212.0, 78241.0],\n",
       "       ['2001年', 127627.0, 65672.0, 61955.0, 48064.0, 79563.0],\n",
       "       ['2000年', 126743.0, 65437.0, 61306.0, 45906.0, 80837.0],\n",
       "       ['1999年', 125786.0, 64692.0, 61094.0, 43748.0, 82038.0],\n",
       "       ['1998年', 124761.0, 63940.0, 60821.0, 41608.0, 83153.0],\n",
       "       ['1997年', 123626.0, 63131.0, 60495.0, 39449.0, 84177.0],\n",
       "       ['1996年', 122389.0, 62200.0, 60189.0, 37304.0, 85085.0],\n",
       "       [nan, nan, nan, nan, nan, nan],\n",
       "       [nan, nan, nan, nan, nan, nan]], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popu['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "peple = pd.DataFrame(popu['data'],columns=popu[ 'feature_names'])[:20].sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>年末总人口(万人)</th>\n",
       "      <th>男性人口(万人)</th>\n",
       "      <th>女性人口(万人)</th>\n",
       "      <th>城镇人口(万人)</th>\n",
       "      <th>乡村人口(万人)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1996年</td>\n",
       "      <td>122389</td>\n",
       "      <td>62200</td>\n",
       "      <td>60189</td>\n",
       "      <td>37304</td>\n",
       "      <td>85085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1997年</td>\n",
       "      <td>123626</td>\n",
       "      <td>63131</td>\n",
       "      <td>60495</td>\n",
       "      <td>39449</td>\n",
       "      <td>84177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1998年</td>\n",
       "      <td>124761</td>\n",
       "      <td>63940</td>\n",
       "      <td>60821</td>\n",
       "      <td>41608</td>\n",
       "      <td>83153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1999年</td>\n",
       "      <td>125786</td>\n",
       "      <td>64692</td>\n",
       "      <td>61094</td>\n",
       "      <td>43748</td>\n",
       "      <td>82038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2000年</td>\n",
       "      <td>126743</td>\n",
       "      <td>65437</td>\n",
       "      <td>61306</td>\n",
       "      <td>45906</td>\n",
       "      <td>80837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2001年</td>\n",
       "      <td>127627</td>\n",
       "      <td>65672</td>\n",
       "      <td>61955</td>\n",
       "      <td>48064</td>\n",
       "      <td>79563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2002年</td>\n",
       "      <td>128453</td>\n",
       "      <td>66115</td>\n",
       "      <td>62338</td>\n",
       "      <td>50212</td>\n",
       "      <td>78241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2003年</td>\n",
       "      <td>129227</td>\n",
       "      <td>66556</td>\n",
       "      <td>62671</td>\n",
       "      <td>52376</td>\n",
       "      <td>76851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2004年</td>\n",
       "      <td>129988</td>\n",
       "      <td>66976</td>\n",
       "      <td>63012</td>\n",
       "      <td>54283</td>\n",
       "      <td>75705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2005年</td>\n",
       "      <td>130756</td>\n",
       "      <td>67375</td>\n",
       "      <td>63381</td>\n",
       "      <td>56212</td>\n",
       "      <td>74544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2006年</td>\n",
       "      <td>131448</td>\n",
       "      <td>67728</td>\n",
       "      <td>63720</td>\n",
       "      <td>58288</td>\n",
       "      <td>73160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2007年</td>\n",
       "      <td>132129</td>\n",
       "      <td>68048</td>\n",
       "      <td>64081</td>\n",
       "      <td>60633</td>\n",
       "      <td>71496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2008年</td>\n",
       "      <td>132802</td>\n",
       "      <td>68357</td>\n",
       "      <td>64445</td>\n",
       "      <td>62403</td>\n",
       "      <td>70399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2009年</td>\n",
       "      <td>133450</td>\n",
       "      <td>68647</td>\n",
       "      <td>64803</td>\n",
       "      <td>64512</td>\n",
       "      <td>68938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2010年</td>\n",
       "      <td>134091</td>\n",
       "      <td>68748</td>\n",
       "      <td>65343</td>\n",
       "      <td>66978</td>\n",
       "      <td>67113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011年</td>\n",
       "      <td>134735</td>\n",
       "      <td>69068</td>\n",
       "      <td>65667</td>\n",
       "      <td>69079</td>\n",
       "      <td>65656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012年</td>\n",
       "      <td>135404</td>\n",
       "      <td>69395</td>\n",
       "      <td>66009</td>\n",
       "      <td>71182</td>\n",
       "      <td>64222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013年</td>\n",
       "      <td>136072</td>\n",
       "      <td>69728</td>\n",
       "      <td>66344</td>\n",
       "      <td>73111</td>\n",
       "      <td>62961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014年</td>\n",
       "      <td>136782</td>\n",
       "      <td>70079</td>\n",
       "      <td>66703</td>\n",
       "      <td>74916</td>\n",
       "      <td>61866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015年</td>\n",
       "      <td>137462</td>\n",
       "      <td>70414</td>\n",
       "      <td>67048</td>\n",
       "      <td>77116</td>\n",
       "      <td>60346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       时间 年末总人口(万人) 男性人口(万人) 女性人口(万人) 城镇人口(万人) 乡村人口(万人)\n",
       "19  1996年    122389    62200    60189    37304    85085\n",
       "18  1997年    123626    63131    60495    39449    84177\n",
       "17  1998年    124761    63940    60821    41608    83153\n",
       "16  1999年    125786    64692    61094    43748    82038\n",
       "15  2000年    126743    65437    61306    45906    80837\n",
       "14  2001年    127627    65672    61955    48064    79563\n",
       "13  2002年    128453    66115    62338    50212    78241\n",
       "12  2003年    129227    66556    62671    52376    76851\n",
       "11  2004年    129988    66976    63012    54283    75705\n",
       "10  2005年    130756    67375    63381    56212    74544\n",
       "9   2006年    131448    67728    63720    58288    73160\n",
       "8   2007年    132129    68048    64081    60633    71496\n",
       "7   2008年    132802    68357    64445    62403    70399\n",
       "6   2009年    133450    68647    64803    64512    68938\n",
       "5   2010年    134091    68748    65343    66978    67113\n",
       "4   2011年    134735    69068    65667    69079    65656\n",
       "3   2012年    135404    69395    66009    71182    64222\n",
       "2   2013年    136072    69728    66344    73111    62961\n",
       "1   2014年    136782    70079    66703    74916    61866\n",
       "0   2015年    137462    70414    67048    77116    60346"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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MDI0cOVK5ublauHCh4uLiZFmW0tPTtWLFCq9eioqKlJyc7FVLTEzUpEmTNGrUKMXGxiorK0vZ2dnKycnx9PbFF180OC2tMb2Ul5eroKBA/fv39/t9BAAAANCynLbFy4nbuyS2eKH9Cr3wSKoLilogLPq648eP6wc/+IG6du2quXPnatiwYZKk7OxsJScna/bs2ZKk6upqVVdX67PPPtOcOXPkctV9BOPHj5fb7dacOXN08803KzMzU5s3b1bXrl09P+O6667Tli1blJaWptOnTysuLk4XL15USkqKz9PWysrKvGrGGL388svatGmTRo4cqaVLl2rt2rWeQGjZsmVauXKlnn/+ec9zDh061Khetm/froULF7bcGwoAAACgRThxi5dTt3dJbPFC+2S+PrA5GCQkJFi5ubletYMHD/o8RaytVVdXNxg0XVtbq9raWp+nqMG39vJ5AgAAAE5wf/oWn0FLfOdo7Uh5KAAd+e/yQEyq297160fvIngBmskYs8eyrARf10Jz5VEr8XVCWVhYmO0AagAAAADti9O2d0nO3OLF9i6gbREeAQAAAICcub1Lcu4WL7Z3AW0n9E5bAwAAAAAfOMELAHxj5REAAACAZnHaFi8nbu+S2OIFwH+ER63A7XZr27ZtGjp0qIwxXtdqa2t1/vx5dezYsdH3q6ysVERERIvNTsrLy1OvXr2a9Vy7Xo4ePapbb721BboDAABAMHDiFi+nbu+S2OIFwD9sW2sFf/vb3/TCCy80CI4k6dixY5o+fbok6cSJEzpz5oyGDx+uM2fO2N4vNTVVy5cvb5HeFixYoL1790qqC7Ls1NbWyu12N7qXrKwsrVy5skV6BAAAQPvnxC1ebO8CAN9CcuXRuqPrtHjvYhWdK9KN196o5AHJGn3r6Ba7//vvv69/+7d/83ktKipKUl1wtGTJEo0ePVpRUVGKiIiwvZ/L5VJMTIzPa6tXr9arr77aIKiyLEszZ87UxIkTPbW8vDwdP35czzzzjEpLSzVhwgSFh4crPz9fxhjFx3/1NxE1NTVKTU3VAw880KhekpOTNWXKFI0ZM6ZJq6oAAABCBVu82j+2dwGAbyEXHq07uk7zd85XVW2VJKnwXKHm75wvSX4FSHv37tXPfvYzuVwu/eUvf9Htt9+u3//+93K73XK73erQoYNSU1P1/vvv6+zZs3r66adVWlqqPXv26C9/+YvGjh2rc+fOaevWrQ2CpIqKCp09e9bnzz158qSeeOIJTZs2zau+YsUKFRcXe9UyMjI0c+ZMSVKXLl20bds2SdKiRYsUGxuryZMnX/V1XqmXqVOnKjMzU0lJSVe9DwAAQChhi1fwYHsXADQUctvWFu9d7AmO6lXVVmnx3sV+3XfAgAHKzs7W8uXL9e1vf1s5OTnatGmTRo4cqR/84AfasmWLDh8+rLi4ON1www269957VVtbq40bN+ree+/Ve++9px07dvhcgXTgwAHt3r3b58+90hyky68dOXJEffv2bfC44uJipaWlaciQIRoyZIj69eun6upqn/e8Ui+DBg3Svn37bPsBAAAIVWzxAgAEs5BbeVR0rqhJ9aZ6/fXX9e///u+e79evX6933nlHkhQREaGBAwfq008/1dixY9WnTx9ZluV57IULFxqER+Xl5SorK5MxRqdOnVJsbGyL9Pl1+/fv19atW9WtWzdJ0sCBAxUZGdngcVfrJTo6WpWVwbtMGQAAtA9O294lscULABDcQi48uvHaG1V4rtBnvSVcf/31Sk9P1/79+3XHHXfo1ltvVVxcnCRpypQpys/PlyT16tVL2dnZGjFihCdMcrlcWr9+vdf9lixZoqSkJMXHxyslJUVvvvlms3uLjo5WRUWF18yis2fPqqSkxBMcSfarma7Wy7Fjx9SzZ89m9wcAAODE7V0SW7wAAMEt5LatJQ9IVlRYlFctKixKyQOSW+T+P//5z7Vlyxa53W5NmDBB1dXVKigo8PnYadOm6aOPPvJsW7s8ONq5c6c2bNigGTNmaPz48SopKdHixc3fXvfII49ozZo1XrW0tDRNnTrVq+brlLjG9LJq1SolJiY2uz8AAAAnbu+S2OIFAAhuIbfyqH4odmuctlZdXa29e/fqz3/+sz799FN9+umnOn78uB599FHdf//9SktLk2VZnl9ut9trlY/b7ZYkdejQQW+//bbS09O1fv16z2MyMjI0cuRI5ebmauHChYqLi5NlWUpPT9eKFSu8eikqKlJysncglpiYqEmTJmnUqFGKjY1VVlaWsrOzlZOTI6nuhLYvvviiwWlpjemlvLxcBQUF6t+/v9/vIwAAaDynbfFy4vYuiS1eAIDgFnLhkVQXILVEWHS5efPmye12a9y4cfrNb34jSerXr58efvhhvfPOO4qKilJ1dbWqq6v12Wefac6cOXK56j6C8ePHy+12a86cObr55puVmZmpzZs3q2vXrp77X3fdddqyZYvS0tJ0+vRpxcXF6eLFi0pJSfF52lpZWZlXzRijl19+2TPIe+nSpVq7dq0nEFq2bJlWrlyp559/3vOcQ4cONaqX7du3a+HChS36fgIAgCtz4hYvp27vktjiBQAIXubrA5uDQUJCgpWbm+tVO3jwoM9TxBCc+DwBAGic+9O3+Axa4jtHa0fKQwHoyH+XB2JS3fauXz96F8ELAACtyBizx7KsBF/XQnLlEQAACE1s8Wr/2N4FAED7Q3gEAABCAlu8ggfbuwAAaF9C7rQ1AAAQmpx4ihcneAEAgLZAeNTKqqqq/L5HZWWlamtrr/7ARsrLy2vxXo4ePepHRwCA9iZzX4HuT9+iW1LW6f70LcrcVxDolvzm1C1ev370LsV3jpZR3awjZgMBAICWRnjUgtLS0rR582av2mOPPab//d//1cSJE2VZlnJycrR48WK53W7l5OTok08+Ua9evfTJJ59ox44dOnfuXIP7pqamavny5S3S44IFC7R3715JumIgVVtbK7fb3ehesrKytHLlyhbpEQAQWPXbuwrKKmXpq+1dwR4g2W3lcsIWrx0pD+lY+mjtSHmI4AgAALS4kJx5VJ6VpVOvLFJNYaFc3bsrdvYsdRozxu/7RkREKCwsTBs3btSvfvUrSdKBAwc0Z84cnT9/Xh9//LEyMjJkjNG7776rDh06KDIyUtHR0SorK9OFCxdUU1PT4L4ul0sxMTE+f+bq1av16quvyhjjVbcsSzNnztTEiRM9tby8PB0/flzPPPOMSktLNWHCBIWHhys/P1/GGMXHf/UfmzU1NUpNTdUDDzzQqF6Sk5M1ZcoUjRkzRh07dmz8mwYAaHeutL0rmIOJuSNu93mKF1u8AAAArizkwqPyrCwVzntO1qXtZDUnTqhw3nOS5FeA9OGHH+rdd9/Vrl27NHz4cE2bNk3Tpk3TzJkzNXfuXHXo0EHFxcUqKyvTggULFBMTow8++EC//e1vFRcXp/nz56t///4aO3Zsg3tXVFTo7NmzPn/uyZMn9cQTT2jatGle9RUrVqi4uNirlpGRoZkzZ0qSunTpom3btkmSFi1apNjYWE2ePPmqr/NKvUydOlWZmZlKSkq66n0AAO2XE7d3SZziBQAA0Fwht23t1CuLPMFRPauqSqdeWeTXfUeMGKFx48bpqaee0g033KD09HQNGzZM3bp1U2lpqUaPHq38/Hzdcssteu6553TgwAFFRkZqwIABGjlypL773e8qIiLC570PHDig3bt3+7wWFhbms+7r2pEjR9S3b98GjysuLlZaWpqGDBmiIUOGqF+/fqqurm5yL4MGDdK+ffts+wEAp3LafCCnbu+S2OIFAADQHCEXHtUUFjap3hwXLlzQf/7nf+r666/3zDO64447NHLkSI0aNUo9e/bU3XffLUnau3evPvjgA88qoMuVl5errKxMBQUFOnXqVIv1+HX79+/X1q1blZOTo5ycHEVGRioyMrLJvURHR6uyMrj/VhoAmsqJ84E4wQsAAABfF3Lhkat79ybVm2r79u06cOCAbrjhBknSPffco5deekkPP/ywTpw4oY8//liHDx9Wdna2JOm+++7T+PHj9fDDD/u835IlS5SUlKSf/OQnSklJ8au36OhoVVRUeNXOnj2rkpISdevWzVOzW810tV6OHTumnj17+tUjAAQbJx7/zgleAAAA+LqQm3kUO3uW18wjSTJRUYqdPcuv+2ZkZGjDhg2aMGGC/vjHP+qee+7RyZMnFRcXpy+//FIjRozQxYsXlZiYqPPnz6uyslKpqakKCwvTkSNHVFVVpePHj+u2225TcnKyJGnnzp3asGGDtm/frrCwMC1fvlyLFy/2XG+qRx55RGvWrNHjjz/uqaWlpWnq1Klej7t8+HZje1m1apUmTJjQrN4AhIbMfQWOmzfj5PlAwf7ZAAAAoGWE3MqjTmPGqHvqC3L16CEZI1ePHuqe+oLfp61NnDhRmzdvltvt1rBhw/Stb31LTz/9tCZMmKAXX3xRjz32mF566SV9+eWXysjIUFxcnF577TV973vfU3Z2toYPH6433nhDP/3pTyVJb7/9tn76059q9erVnpVAGRkZeuedd5SUlKSTJ09KqjtVLT09XUOHDvX6lZ6eLsuyvHpMTEzUunXrPFvOsrKylJ2drR/96Eeee33++ecNTktrTC+HDx9WQUGB+vfv79f7CMC5nLi9S3L2fCAAAABACsGVR1JdgORvWHS5+hlBffv21ZNPPqnw8HDt379fb7zxhu68807deeed6tu3r6KiorRp0yYdPnxYGzdu1K9//WtJUkpKiubMmaNu3bopJiZGmZmZ2rx5s7p27er5Gdddd522bNmitLQ0nT59WnFxcbp48aJSUlJ8nrZWVlbmVTPG6OWXX9amTZs0cuRILV26VGvXrvUEQsuWLdPKlSv1/PPPe55z6NChRvWyfft2LVy4sEXfUwDOwvHvAAAAQHAyl69Oae8SEhKs3Nxcr9rBgwd9niKG4MTnCTjTLSnr5OvfOEbSsfTRbd1Oi3L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      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.subplot(211)\n",
    "plt.scatter(peple['时间'],peple['年末总人口(万人)'],label='年末总人口(万人)')\n",
    "plt.scatter(peple['时间'],peple['男性人口(万人)'],label='男性人口(万人)')\n",
    "plt.scatter(peple['时间'],peple['女性人口(万人)'],label='女性人口(万人)')\n",
    "plt.scatter(peple['时间'],peple['城镇人口(万人)'],label='城镇人口(万人)')\n",
    "plt.scatter(peple['时间'],peple['乡村人口(万人)'],label='乡村人口(万人)')\n",
    "\n",
    "plt.legend()\n",
    "plt.subplot(212)\n",
    "plt.plot(peple['时间'],peple['年末总人口(万人)'],label='年末总人口(万人)')\n",
    "plt.plot(peple['时间'],peple['男性人口(万人)'],label='男性人口(万人)')\n",
    "plt.plot(peple['时间'],peple['女性人口(万人)'],label='女性人口(万人)')\n",
    "plt.plot(peple['时间'],peple['城镇人口(万人)'],label='城镇人口(万人)')\n",
    "plt.plot(peple['时间'],peple['乡村人口(万人)'],label='乡村人口(万人)')\n",
    "plt.legend()\n",
    "plt.plot()\n",
    "\n",
    "\n",
    "plt.savefig(r'D:\\Desktop\\作业\\python\\数据处理与可视化\\11\\图片\\peple01',dpi=1000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "男性人口(万人)    62200\n",
      "女性人口(万人)    60189\n",
      "城镇人口(万人)    37304\n",
      "乡村人口(万人)    85085\n",
      "Name: 19, dtype: object\n",
      "男性人口(万人)    63131\n",
      "女性人口(万人)    60495\n",
      "城镇人口(万人)    39449\n",
      "乡村人口(万人)    84177\n",
      "Name: 18, dtype: object\n",
      "男性人口(万人)    63940\n",
      "女性人口(万人)    60821\n",
      "城镇人口(万人)    41608\n",
      "乡村人口(万人)    83153\n",
      "Name: 17, dtype: object\n",
      "男性人口(万人)    64692\n",
      "女性人口(万人)    61094\n",
      "城镇人口(万人)    43748\n",
      "乡村人口(万人)    82038\n",
      "Name: 16, dtype: object\n",
      "男性人口(万人)    65437\n",
      "女性人口(万人)    61306\n",
      "城镇人口(万人)    45906\n",
      "乡村人口(万人)    80837\n",
      "Name: 15, dtype: object\n",
      "男性人口(万人)    65672\n",
      "女性人口(万人)    61955\n",
      "城镇人口(万人)    48064\n",
      "乡村人口(万人)    79563\n",
      "Name: 14, dtype: object\n",
      "男性人口(万人)    66115\n",
      "女性人口(万人)    62338\n",
      "城镇人口(万人)    50212\n",
      "乡村人口(万人)    78241\n",
      "Name: 13, dtype: object\n",
      "男性人口(万人)    66556\n",
      "女性人口(万人)    62671\n",
      "城镇人口(万人)    52376\n",
      "乡村人口(万人)    76851\n",
      "Name: 12, dtype: object\n",
      "男性人口(万人)    66976\n",
      "女性人口(万人)    63012\n",
      "城镇人口(万人)    54283\n",
      "乡村人口(万人)    75705\n",
      "Name: 11, dtype: object\n",
      "男性人口(万人)    67375\n",
      "女性人口(万人)    63381\n",
      "城镇人口(万人)    56212\n",
      "乡村人口(万人)    74544\n",
      "Name: 10, dtype: object\n",
      "男性人口(万人)    67728\n",
      "女性人口(万人)    63720\n",
      "城镇人口(万人)    58288\n",
      "乡村人口(万人)    73160\n",
      "Name: 9, dtype: object\n",
      "男性人口(万人)    68048\n",
      "女性人口(万人)    64081\n",
      "城镇人口(万人)    60633\n",
      "乡村人口(万人)    71496\n",
      "Name: 8, dtype: object\n",
      "男性人口(万人)    68357\n",
      "女性人口(万人)    64445\n",
      "城镇人口(万人)    62403\n",
      "乡村人口(万人)    70399\n",
      "Name: 7, dtype: object\n",
      "男性人口(万人)    68647\n",
      "女性人口(万人)    64803\n",
      "城镇人口(万人)    64512\n",
      "乡村人口(万人)    68938\n",
      "Name: 6, dtype: object\n",
      "男性人口(万人)    68748\n",
      "女性人口(万人)    65343\n",
      "城镇人口(万人)    66978\n",
      "乡村人口(万人)    67113\n",
      "Name: 5, dtype: object\n",
      "男性人口(万人)    69068\n",
      "女性人口(万人)    65667\n",
      "城镇人口(万人)    69079\n",
      "乡村人口(万人)    65656\n",
      "Name: 4, dtype: object\n",
      "男性人口(万人)    69395\n",
      "女性人口(万人)    66009\n",
      "城镇人口(万人)    71182\n",
      "乡村人口(万人)    64222\n",
      "Name: 3, dtype: object\n",
      "男性人口(万人)    69728\n",
      "女性人口(万人)    66344\n",
      "城镇人口(万人)    73111\n",
      "乡村人口(万人)    62961\n",
      "Name: 2, dtype: object\n",
      "男性人口(万人)    70079\n",
      "女性人口(万人)    66703\n",
      "城镇人口(万人)    74916\n",
      "乡村人口(万人)    61866\n",
      "Name: 1, dtype: object\n",
      "男性人口(万人)    70414\n",
      "女性人口(万人)    67048\n",
      "城镇人口(万人)    77116\n",
      "乡村人口(万人)    60346\n",
      "Name: 0, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(peple['时间'])):\n",
    "    print(peple.iloc[i,2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  1人口增长较快，城市人口增长迅速  农村转城市情况越来越多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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z5lTVoxy9okWSNGN8B6gkNcAwl6QGGOaS1ADDXJIaYJhLUgMMc0lqgGEuSQ0wzCWpAYa5JDXAMJekBhjmktQAw1ySGmCYS1IDDHNJaoBhLkkNMMwlqQGGuSQ1wDCXpAYY5pLUAMNckhpgmEtSAwxzSWqAYS5JDTDMJakBhrkkNcAwl6QGGOaS1ADDXJIaYJhLUgMMc0lqgGEuSQ0wzCWpAb3CPMmtSe5Jcv1q2kiSjo9lwzzJbmBDVV0C7Eiy81jaSJKOnz4j8wXg9m79TmDXMbaRJB0nG3u02QQ81K0/Ajz7WNok2QPs6W4eSfKZlZW6JrYADy/eyDvWsJL+vqXmdcKaT5z1WHdTNa8yR54+6Y4+YX4EOK1b38z40fyybapqL7C3x/lmRpJ9VTW/1nWshDWfGOuxZlifdVtzP32mWfZzdNrkIuDAMbaRJB0nfUbmdwB3JzkHuBK4KsmNVXX9Em2eP/1SJUmTLDsyr6rDDF7gvBe4rKruHwnycW0en36pa2JdTQt1rPnEWI81w/qs25p7SFWd6HNKkqbMd4BKUgMMc0lqwEkZ5kluSfLSJK9Lcle33JfkXd393/bRBH23rUXNSTYm+fzQ9gtnrOazknwgyb7FPl5JfbNS8zro5+9M8rtJ7k7yC0vVMss1z2I/T/i9O+Z+PR51n3RhnuRS4Oyqen9VvbOqFqpqAbgb+OWM+WiCvtvWqmbg7wC/vri9qv54lmoGrgZu6667PT3J/Kz387iamf1+fgfwtqq6FDgvycI66Odvq5kZ7Ocxv3d/0qeeE1n3SRXmSU5lEH4HkrxsaPu5wNaq2sf4jybou22tan4+8ENJPtY942+csZr/EnhmkqcC5wNfWEF9s1TzrPfzdwH/q7v7L4AzV1DfLNU8U/08Uv+5wFbgvJ719N22aidVmAOvAT4J3AQ8N8kbu+2vB97ZrY9+NMHWFWxbq5r/J/CiqnoucCrw4lmqGbiAwduQfxL4VHfume7nCTXPej//F+AtSV4KXAH8wQrqm6WaZ62fhy3+3q2mX49L3SdbmF8M7K2qg8CvAZclOQW4DLirazPuown6blurmj9RVX/ere8Dds5YzS8Erq2qtwKfBq5ZQX2zVPOs9/PFwAeB1wLvqaojK6hvlmqetX4GYOT3bjX9elzqPtnC/HPAjm59HngQuBT4aB294H7cRxP03bZWNb83yUVJNgAvB+6fsZofBy7s6nseUCuob5ZqnvV+fhC4D9gG3Nxtn/V+HlfzrPXzouHfu9X06/Gpu6pOmgU4HfhN4CPAPcC5wM8Cu4fanMHgh+dmBn9en9l32xrW/EzgE8AfA29fyeM4QTW/EHiAwYjkQwxGI7Pez+NqnvV+Phf4GeDqdfbzPFrzTPXzUF3f/L1bTb8er7qP2wNfzwtwFvAKBq+4r2jbLC2zXrP9PFv1zVLN66GfV9Ovx6Nu384vSQ042ebMJalJhrkkNcAwl6QGGOaS1ADDXJIa8P8BWqEB+nPif1AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LJAeT/NCEc0qSFrDoaZaqOp5kDngVcFNVHQXuGxjzAeADq5JQkrSocc6ZU1WPcfKKFknSlPEdoJLUAMtckhpgmUtSAyxzSWqAZS5JDbDMJakBlrkkNcAyl6QGWOaS1ADLXJIaYJlLUgMsc0lqgGUuSQ2wzCWpAZa5JDXAMpekBljmktQAy1ySGmCZS1IDLHNJaoBlLkkNsMwlqQGWuSQ1wDKXpAZY5pLUAMtckhpgmUtSAyxzSWqAZS5JDbDMJakBlrkkNcAyl6QGjFXmSQ4kuTvJ9SsZI0laHYuWeZKrgU1VtRfYnWTPcsZIklbPODPzOeD2fvlO4LJljpEkrZLNY4zZCjzULz8KXLqcMUn2Afv6L59M8pkF9rkdeGSMbGsq/2bo6qnMuoCNlHcjZYWNlXcjZYWNlXfBrCN6ZFwvHHXHOGX+JLClXz6D4bP5RcdU1X5g/xj7I8mhqpodZ+x620hZYWPl3UhZYWPl3UhZYWPlXa+s45xmOczJ0yYXAUeWOUaStErGmZnfAdyV5GzgKuCaJDdW1fULjPmuyUeVJI2y6My8qo7T/YLzHuCKqrpvoMiHjXlihbnGOh0zJTZSVthYeTdSVthYeTdSVthYedcla6pqPfYrSZog3wEqSQ2wzCWpAWtW5kl2JPlEks1JPpfkYH+7oL//GR8HMO66Ced8Rr6VZFvNvCOyTu2xnbefW5K8dqXZ1jrvND93k7x9Xq57k9w6zcd2SN4DU3xstyX5SJJDSW5daa7VyrqWM/P3012LfiHwa1U119/+IEM+DmDcdauQ82n5gD3LzbYGeQeznsJ0H1uSXA6cVVUfXkm29cjLFD93q+oD854HdwF/vNxca3Fsh+S9lSk9tsBbgNv6a8fPTPKTy821mlnXpMyTvBJ4CjhKd9ni30ny8f4VajPDPw5g3HWT9rR8wJUryLbaeQezXsYUH9skpwC/DBxJ8roVZluPvNP+3CXJC4AdwDkryLUmWQfyzjK9x/aLwPlJngecC7xoBblWLeuql3mSU4EbgOv6Vf8LuLKqXkY3k3wNz/w4gB1LWDdpg/muWkG21c47mHUb031s3wrcD9wEvAy4dgXZ1iPvX2G6jy90x/QDK8y1Vlnn553mXvg9urfRvwv4NHDqCnKtWta1mJlfB9xSVY/3X3+yqv6sXz5Edxpj2McBjLtu0gbzbV9BttXOO5j1q1N+bC8B9lfVUeBXgY+tINt65L10mo9vkmcBVwAHV5hrLY7tYN5p7oX3AG+rqvcCDwBvXEGuVcu6FmV+JXBtkoPAxcBHk1yUZBPweuA+hn8cwLjrJu1DA/muXUG21c47mPWfTfmxfRDY3S/PArtWkG098jLlx/dy4H9W9+aRleRaq4/nmJ938Lk8Tcd2G3BBn+3lwPtWkGv1slbVmt3oXoHPBz4J/AHwM/3659D9491M92PMc8ddtwoZn5ZvJdlWO++QrNN+bM8EfoNuRn433Y+uU3lsR+T93ik/vj8LXL3SXGuRdUjeqX3u0p1i+xTdrPp3pvXYTvwfaAUHbBvwBrorB5a0bpqzrUdej63H12M7vblWK6tv55ekBvgOUElqgGUuSQ2wzCWpAZa5JDXAMpekBvx/cQjHGCfaE/YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1OzMzs6zKSpLGG9IzfwDY1E+fwIQTQJKTgHcC/2k6VZMkDTWkZ36AbmgF4Ezg4GiB/g3P/wf8dFV9emq1kyQNMiTMrwFeneQdwPcCn0hyxUiZHwbOBn42yXVJvm/K9ZQkLWLJYZaqOpxkDrgIuLKq7gJuGSnzLuBdj0oNJUlLGjJmTlXdy5ErWiRJq4yfAJWkBhjmktQAw1ySGmCYS1IDDHNJaoBhLkkNMMwlqQGGuSQ1wDCXpAYY5pLUAMNckhpgmEtSAwxzSWqAYS5JDTDMJakBhrkkNcAwl6QGGOaS1ADDXJIaYJhLUgMMc0lqgGEuSQ0wzCWpAYa5JDXAMJekBhjmktQAw1ySGmCYS1IDDHNJaoBhLkkNMMwlqQGGuSQ1YFCYJ9mb5MYku1dSRpL06FgyzJNcAmyoqp3A9iQ7llNGkvToGdIznwP29dPXAucus4wk6VGycUCZzcAd/fQ9wNnLKZNkF7Crn30gyaeOrqrHXn75ocmTgbuPXU2OGdu9/qzXtj9q7V6QI8vxjEkrhoT5A8CmfvoExvfmlyxTVXuAPQP2t+ol2V9Vs8e6Ho81273+rNe2r8V2DxlmOcCRYZMzgYPLLCNJepQM6ZlfA9yQ5FTgYuDSJFdU1e5Fyrxo+lWVJE2yZM+8qg7TvcF5E3BBVd0yEuTjytw//aquKk0MFy2D7V5/1mvb11y7U1XHug6SpBXyE6CS1ADDXJIaYJgDSTYm+UyS6/rH80bn+3KPuGXB0GWrWZKrkrysn152G9dqu8cd/359c+1O8roF7bw5ydXr4ZiPaffe1o65Yd55PvDbVTVXVXPAcQvnq+r/j7tlwdBlx6pRQyQ5Dzilqj60kjau5XYzcvxbPt5V9a4Fv+c3AH/LOjjmY9p9NY0dc8O88yLgO5N8LMleumvmH5pPspHxtywYumxVSnIc8BvAwSTfxcraOG7ZqjSm3Q87/q0e74WSPB3YApzGOjjm8xa0e5bGjrlh3vkL4MKqOoeuV37iyPxLeeQtC7YcxbLV6jXArcCVwDnA61l+G9dyu/8d6+N4L/R64F2srJ1rse3z7R79m1/zx9ww73y8qv6hn94PfHlkfgfjb1kwdNlqdRawp6ruAt4HXM/y27iW2332OjneACR5HHABcB0ra+eaavtIu0f/5tf8MV8VlVgF3pvkzCQbgJcD/3Vk/hbG37Jg6LLV6nZgez89C2xj+W1cy+1mnRzveecBf17dh0xW0s611vaF7R79m1/zx3zIx/nXg7cD/wcI8EHgjQvnq+qPkzyZR96yoAYuW632Au9Jcindv5pzwAeX2ca13O7LgPfS/vGe9+10/4XB+FtxtHjM4eHtftjffAvH3E+AHoUkJwIXAdf3/6IPXrZWrKSNa7nd46yXdnvMj1jL7TbMJakBjplLUgMMc0lqgGEuSQ0wzCWpAYa5JDXg3wDad4JFxlBlCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = plt.figure(figsize=(25,16))\n",
    "for i in range(len(peple['时间'])):\n",
    "    bg = p.add_subplot(5,4,i+1)\n",
    "    plt.hist(peple.iloc[i,2:4])\n",
    "    plt.title(peple.iloc[i,0]+'男女人口数目')\n",
    "    plt.show()\n",
    "p = plt.figure(figsize=(25,16))\n",
    "for i in range(len(peple['时间'])):\n",
    "    bg = p.add_subplot(5,4,i+1)\n",
    "    plt.hist(peple.iloc[i,4:])\n",
    "    plt.title(peple.iloc[i,0]+'城乡人口数目')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z/8HsMhxBpBgA/DGVzsbuXI+d4JDfA8N8i+gueg0dS4/+27jXI3aiYcXHW7xdv90OZdCXT6OqTz/6jtuPdXNf7DbdEeZQXPzhWBE7c6bS2XOBr/rW0Z0sfewa6hfPQ5saWffuDHoO26FT221c8Qk9Bo1EqnsS5wnATnJlKp3dy7eIjhArc6bS2Z1xk0AVTc2XT2XpY7/h01svoPeoXemb2nuzdeqXLmDF87e3uV3ThnVU99uanoPHsPofT9J3+833lRB6AXeEYWpiQWwupaTS2R7AS8B+vrUYsebXuUztj3yLaA9xajmvwIxpdJ6Lw4THkScWLWcqnd0JeBtLKGR0DfOB3aKe9iEuLefVmDGNrmMs8H3fItoi8i1n2AWZ7luHUXGsBMblMrXLfQtpiUi3nGGa94qfnTW8MAiXfzWyRNqcwBQgcfecGWXj/PBxw0gSWXOGmaWv8q3DqGh64dI+RpLImhN3u9Vo3yKMiufkqAYHi6Q5U+nsEODHvnUYiSGS8xqRNCdwHtDftwgjMRwYZgaIFJEzZyqd7Ykzp2GUkx/6FlBM5MwJnAKM9C3CSBz/kkpnd/ctopAomrMioxsYseBi3wIKidQdQmGqvkQ+DWxEgvXA6FymdplvIRC9ltNaTcMnfYAzfItoJjItZyqdHQPMI/4RAY148x6wcy5T690YUWo5z8OMafhnR+BI3yIgWuY8zbcAwwiZ4lsARKRbGyYhmuFbh2GErACG5TK1XnNXRKXlnOxbgGEUsDXgPZSJd3OGz2ye7FuHYRRxgm8B3s0JjAfG+BZhGEV8zbeAKJjzON8CDKMEY1LprNcH/c2chtEyXru2Xs2ZSmdH4bq1hhFFTvRZue+Wc5Ln+g2jNXb3mT7Qtzm/5Ll+w2iL/X1V7Nucll7BiDoTfFXszZxhxIPEprwyYoO3BsRny7kX7hEdw4gy431lxfZpThtvGnFgALCLj4rNnIbRNl7GnWZOw2gbL+NOL+ZMpbNbAbv6qNswtoBEtZzbe6zbMDrKbj4q9WWQUZ7qNYwtYVCYWKusmDkNo31sW+4KfZnTsocZcSMx5rSW04gbiTGntZxG3EiMOa3lNOJG2c9ZM6dhtI/EtJxDPdVrGFtK2dNSlt2cYShMuwHBiBv9yl2hD5OIhzoNo7P0LHeFPsxpraYRR8qeZMtaTsNoH2U3p4+Ue9ZybjkKLAM+BRaGfwtfLwTqvKmrbNaXu0If5rSWc3M2AIto3XSfAotymdqNLe4lqKkGtupusQlFIV/WCq3l7F5WsrnBNjNdLlO7vNW9BDX9cVP5BxAwEhgRvi98PQIYQrK+33KyHBhczgqt5ew4jbhWrj2ma7krFNQI7nrvGAL2g1ZN17+bjsVoP2XP1enDnPUe6mwPayndlSwuW5LL1Da1uJegpg/OUPsQtGi2kcAw/Hz/xpZRdnN6yWydSmfzwMAyVKXAUtphulymdnWrewpqtmFzg5Uy3aBuOA7DPwsI8tuXs0Jfv9xL6Jw5N7C52UqZblGrqcODmh44U+0SjuVKmW0kMBzo3Qm9RvxZU+4KfZlzKTCuRPlKWp6pLBzLrWh170HNAJypDmrDdIOJ/xjYKA+flrtCX+a8HriNTU23sI0JlCrcBMr2BBzA5mYr/Fv2+yCNimdhuSv0MubchKCmLy2brLDVGwZUe1JpGL8myP+onBX6aTmDmouA7+JMV+NFg2F0jMR0a/viKf+EYWwhZe/W+rqb5CNP9RrGllL2ltOXOT/0VK9hbCmJMed8T/UaxpagwMflrtSPOYN8DndN0zDiwDyCfOt3kHUDPp9gmOWxbsPoCK/7qNSnOd/wWLdhdAQv56pPc3r5NTKMLSBxLaeZ04gLiWs53wHWeazfMNrDxwT5xT4q9mfOIN8IzPZWv2G0D29zI77jzbzquX7DaAtv56hvcz7luX7DaIsnfVXs25zPYHFWjeiymMS2nEG+DnjWqwbDaJnHCfLeHnj23XICZH0LMIwW8HpuRsGcj/kWYBgl2IjnORH/5gzyH2KXVIzo8XeC/CqfAvyb02FdWyNqeD8no2LOh3wLMIwCFHjYt4homDPIvwK85VuGYYRMJ8i/71tENMzpuNm3AMMIicS5GCVz3o7dkGD4ZwnwoG8RECVzBvk8cK9vGUbi+SNBPhKZ8KJjTkckuhNGYlHgFt8imomWOYP8DOyap+GP6QT5d32LaCZa5nRE5pfLSByR6rlF0Zy3Act8izASx3zgAd8iComeOV180Kt9yzASx38Q5Df6FlFI9MzpuAEPiWOMxDIXdykvUkTTnEF+HfAL3zKMxBCEMa0iRTTN6bgZS3hkdD9vAvf4FlGK6JozyG8ApvqWYVQ8P/MZ7aA1omtOxx8A7zcgGxXL6wT5SNyqV4pomzPINwA/9S3DqFgu9S2gNaJtToAgfw8ewxMaFcvtBPmnfYtojeib03EusMa3CKNiWAJc5FtEW8TDnEH+A+AnvmUYFcOFBPnI34UWD3M6bgBm+BZhxJ7HCfJ3+RbRHuJjziDfBJwNROJZu0ph0ZomNjZG8kpCd7AGOM+3iPYSH3MCBPm3gYxvGT5ZtKaJfW5ew4o65dg71zHhljV899GWA0g0NCnbXbuaidPWMnHaWt5c1MgNr9Sz32/XsLZe+cv7DfSsljIegVd+QpBf4FtEe4mXOR1XkeCU9Zf8dQN1G+H22fWcvmdPZp7Tn9X1ysxPSt99NntRE9/YoyfTz+jH9DP6sefwamYtbOTsfXrx6ieN9OuZGGNOxw2NYkP8zOlCSHwdWO5bSrl5dn4D/XrCiP7C4L5VvLW4kZXrlQ9XKWMGljbZjI8aeezdBr702zWc9XAdDU2KKmxsgqfeb+CYnXqU+Si88BEwORwaxYb4mRMgyM8HTgdi9WV3hvpG5crnN5A5sg8AB29XzQf5Jv7r5Xp2G1LFNn1Lm3O/bat5espWvPJv/dnYBI+/28DR43rw2NyNjB5YxfF3r+Nv8xvKeSjlph74V1/ZqTtDPM0JEOSfBALfMspF5oV6zp/Qi0F9nAn//3MbuOmrfbnisN7sOqSKW2eVfhRxr+FVjBzg/s0Ttq3i3WVNTN6jJ8HE3gzqI9Tu1IP7/xmpxxi7mgvD8DexI77mdEwFHvUtohw8Pa+BG1+tZ+K0tcxa2Mj8lU28uaiRxibl5Y8baWnkOOXBOv6x0K330JwGvjiiGoB3lzUxbmuhdw+hqXIna/9IkP9v3yK2FFGN+X8mqKkBZgI7+pZSLiZOW8vVR/XhzIfr+GBlEweOqebByVuxIN/EXW9uZOrhfT5b963FjZx2fx0KHL9zD646og+rNigvf9TIAaOrOeTWtVxxWG9O2q2nvwPqHt4ADiLIr/ctZEuJvzkBgpo9gf8B+vmWYkSC5cC+BPmcbyGdIe7dWkeQfxM4CbtBwYB1wHFxNyZUijkBgvxTwGSgoqcejVbZCHydIP+SbyFdQeWYEyDIPwR8mwRdYjE+Q4Fvh7P4FUFlmRMIb2r+Lu6fZSQDBc4hyN/tW0hXUnnmBAjyvyMGz+sZXYIC54X/84qiMs0JEOSvw0KcJIHvE+QjlUahq6iMSymtEdRcBFwDLV6nN+JJPXAWQf4O30K6i8o3J0BQMxmXg6WXbylGl7ACOJEg/5xvId1JMswJENRMwmUsrvEtxegU84Bagvwc30K6m+SYEyCo2RV4DBjnW4qxRbyMu8FgiW8h5aByJ4RK4X5tvwRUdHeoQnkAmJQUY0LSzAkQ5JcDRwHX+5ZitIsm3NNH/0qQbzkeSwWSrG5tMUHNsbiUD8N9SzFKsgD4JkH+776F+CB5LWchQf5xYC8g61uKsRn3AHsl1ZiQ9JazkKDmfODXQF/fUhLOKuB7BPnIJbMtN2bOQoKa3YC7gL19S0koL+G6sfN9C4kCye7WFhPk/wnsj7vtb61nNUliBXAhcKgZ83Os5WyJoGZbXADrb2K3/nUXjcAtwOVxyF1SbsycbRHU7A/8J3CAbykVxrO4yHhv+hYSVcyc7SGoEVyc3AwwyrOauDMPuCTKGaWjgpmzIwQ1/YDvAxcAIz2riRs54FrgZoL8Bs9aYoGZc0sIanrhxqKXALt5VhN1Xgd+BfyJIF86oYtREjNnZ3Dd3WOBHwGHeVYTNZ4EfkWQf9a3kLhi5uwqgpr9gIuBE4HentX4Yi3wZ+Aam+jpPGbOriaoGYgz6DeAI4BKT+NVDzwB3A08SpBf51lPxWDm7E6CmqHAycCpwCFUzvXSRtylkHuABwjyKz3rqUjMnOUiqBmFyys6CWfUwX4FdZiFwPPA34AHCfKLPOupeMycPnATSbsDhxYsUbs0swBnxueB5wjycz3rSRxmzqgQ1OwEHATsAuwULjvS/cmZVgPvFixzgBcrIddI3DFzRh13j2+zWccB2wD9w2VAidcCrC9Y1gArw2UFsAR4D5gLvGvd0+hi5jSMiGKPjBlGRDFzGkZEMXMaRkQxcyYMEakSkUkistkNESJSLSIDOri/viJS3YX6Up3YtqQWEdmhM5p8YeZMHnsAV2jpmcCxuMgEiMi2IjJQRJ4WkYGt7O9y4MyuECYilwLjw9ctGj78ESl17rak5TgROa0rNJaTSr/v09icr+Ji9ZZiPThj4p5ZzYZl9a3srwF3uWYzRORk3POvxT8EAtyoqvcVrJsCxqjqL0VkG+BBEdkIjA63/7hg+x44IxaHzSypRVWvE5E7ReRRVV3dyrFECjNnAhCR8cBvcCfvF4F3ROTbuJ5TFS6q+uU44w4ArsZdT903XP8REekHTFLVYqM2X2MtxXDgVlWdVqTnDGBo0bpTgBsBVHU54SN4InIhsFhV72rHobam5Q7gBCA2ITetW5sAVPV1VZ2I6/K9qqoHq+qRuGcu71bVw4GdgUXAUuAVoFpVjwpfH6+qXy5hTIAv4CIWlqK1h6uLPxunqv8ssd5Q4DIReSFc3hKRlh7Ja03LDGCfVvREDms5k8W5wA0F748FJoev64HXcDF7HwHmFk4aiUivYnOKSA0wCFARGaaqi7tB8+64FntJWOdrqrpZmJN2aKkjZgHDzZzJYgWQFpHdcffQzlPVRQCqeqeIjA5f50RkIvAXPjdrA87MhVyA6yZ+jAt+9p1OaKsTkf6q+tmYMZw5HtxszJCWWuO2tIwFPuyEvrJj3doEoaq/Bg7H/d8fBHqLSMlogqo6TVWP5vNu7SbGFJGDgGOAm1T1IWCwiPygE/Iexz1SV8hluLHiJtKKN2ynllNwuVljg7WcCSEcp43HRWnYO1zGAA+IyIs4I4hbVQSoUtXGgu2rAFS1SUROBdLAsQXrTAGeFJEJwCVhiyy4lvqMIjkjgOuKyh4D7hWRJ1R1sYgcB0wEDg7rF9xTOpvMtrZHCy6b+ShVnd2R78w3Zs7kcCWuxXxYVX8clr0lIk8Bk1V1fWjg3rjMa9eISEO43kPhtteIyAe4Wc8jVPWzKO2qukpEDseZfAhucqknkGlhtnZQYZmqqohcDBwpIk8C5wMnFRjuHOA04GcF+9m1nVoOwZk0VthTKYYRUWzMaRgRxcxpGBHFzGkYEcXMaRgRxcxpGBHFzGkYEcXMaRgRxcxpGBHFzGkYEcXMaRgRxcxpGBHFzGkYEcXMaRgR5f8AsWu/axKZShUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5osvb9d/+YAYfcBo1ffvTb+xerJrzctl0h5iDsPmHI0XkzJlIpn8EHONaRzlZPO16mhfOw7S1smruTOqGl5Y+t9B2a5csoNfgzZDaOqI8ANhNrk4k07u4FtEZImXORDK9DXCDax3lpv6AU1k87Qa+vOMi+ozajn6J3Tao07z4U5a8eFeH27WtWUVt/42pGzKG5W8/Sb8tNtxXTOgN3O2nqYkEkbmUkkimewH/BKr2ESGlIvwuk2q41LWIUohS5LwKNabSfS5OJNORmJQqEpEzkUyPA94H6lxrUaqC+cD2YZ/2ISqR8zrUmErPsSXwU9ciOiL0kdPvgsxwrUOpOpYCYzOphm9cCylEqCOnP8171Y/OKk4YDFzpWkQxQm1O4Cw0AbRSPi70HzcMJaE1ZyKZ3gi4xrUOpaqpw84JGkpCa07gUmCUaxFK1XNyIpnez7WIfITSnIlkeijWnIpSCa53LSAfoTQnMAlNBK1Ujv38mQFCRejMmUim64ALXetQYscvXAvIJXTmBE4BNnMtQokd/xK2uVfCaM6qzG6gRIKLXQsIEqo7hBLJ9AHAS651KLFlDTAqk2r42rUQCF/k1KipuKQPcE6HtSpEaCJnIpneHJiHTqWguOUjYJtMqsG5McIUOSehxlTcszVwuGsREC5z/sC1AEXxOcu1AAhJtzaRTO8DzHStQ1F8lgLDMqkGp3NXhCVynuJagKIEGAxMcC3CuTn9Zza/71qHouRwvGsBzs2JfV5zjGsRipLDca4FhMGcVZ0gWoksoxPJtNNsj2Ew57GuBShKAZx2bZ2aM5FMjwZ2d6lBUYoQX3MCkUjuq8SWHV1OH+janHs7bl9ROmIfVw2rORWlOHu5atiZOf2MB7Gd8kqJDM5GbF1Gzl2Avg7bV5RSGO9qVmyX5nTWl1eUTjAQ2NZFwy7NqeebSlRw0rVVcypKxzgZFHJiTn+qBSddBUXpArGKnJs7bFtROsv2Lhp1ZZDRjtpVlK4wOJFM96t0o67MqRMUKVFjZKUb1MipKKWh5lSUkKLmVJSQouZUlJCi5lSUkFLxQUxX5hziqF1F6SoVn5ay4ub0U2FKpdtVlG5S8ZnWXURONaYSReoq3aALc+pte0oU6VXpBtWcilIaFTdnxRtEu7XdoQ1YBHzlL18G1tuXJmfqqpvVlW7QhTk1cm7IcjY0Wa7xvgQWZVINrQX34tX3Aip+g3ZMMJCtaINqzvLRAiwkf3RbryyTalhZdE9e/WBgBLA9HiP89fZls8D6EOLz+Vaab6jwJUDt1naepRSPbu3ri4tOXe7V98YaakffcEGTBY23KZoILQxUfK5OF+aseN+9BNYAjXTcrfwqk2pYU3AvXr1gf11HALsGolw+421SpmNRykPFzelkZutEMr0UqC9zMwbbFSmlW/lN0T159f0obLJg2XCgd88fihICPsXLblHJBl1EToDFdN2cTZTWrWzMpBrWFtyLV18DDAPG4LEXxY03qItalephRaUbdGnOsYHXpVwiaO9WLiu6Z69+INZQ+xbpVm6GNWZtjx2RUu18WekGXZnzV9jbodqNt7CESwTDgXE5o5X5ol3F74FUYsFXlW7QyTnnt6y7RFAouuklAiUs/A4ve2klG3QTOb36a4CL0UsESnSoeOR0FY1WocZUokXFzzldmfMzR+0qSleJjTk/d9SuonSV2HRr5zlqV1G6gsFBQHFjTi+bwd6jqihRYB5ednmlG3V5eWKWw7YVpTO85aJRl+Z802HbitIZnHxXXZrTya+RonQBNaeihJTYdWtno/lulPDzBV52oYuG3ZnTy7YC7zhrX1FKw9nYiOubyV913L6idMTrrhp2bc4nHbevKB3h7Dvq2pzPo+edSnhZCLzmqnG35vSyTcBzTjUoSmGm42WdPfDsOnICTHMtQFEKkHbZeBjM6fQDUJQCrAWecinAvTm97GfAu65lKEoOf8fLFk8mV2bcm9Oi0VMJG86/k2Ex58OuBShKDo+6FhAOc3rZV9GurRIensfLfuxaRDjMabnNtQBF8QnFdzFM5rwLvSFBcc8i4CHXIiBM5vSyWeAB1zKU2PPfeNlm1yIgTOa03OpagBJrDCHp0kLYzOll/4kODCnueB4vO9e1iHbCZU7L7a4FKLElNFETwmnOqdgpAhWlkswnJANB7YTPnDY/6HWuZSix49/xsoUnW3ZA+MxpuRkH6e+V2DIHeykvVITTnF52FfAb1zKU2OD5Oa1CRTjNabkVnY1MKT/vAn9xLSIf4TWnl10DTHEtQ6l6rnKZ7aAY4TWn5Q50RjKlfLyBlw3tE1HhNqcdPfulaxlK1ZJ0LaAY4TYngJf9C/CEaxlK1XEXXvYZ1yKKEX5zWiYBK1yLUKqGRcDPXYvoiGiY08t+CvzKtQylapiMl/3atYiOiIY5Lb8HXnEtQok80/Gy97oWUQrRMaeXbQPOw6YsVHqIxhVtrG0N5ZWEcrACuMC1iFKJjjkBvOx7QMq1DJc0rmhj91tXsKTJcPQ9q9jzthX86PHCCSRa2gyb37icCVNXMmHqSt5tbOUPrzaz1+0rWNls+NvHLdTVSgWPwCmX+6dIkSBa5rRMIcYT717y9Bqa1sJd7zRz+s51vH7+AJY3G15fkP/us3ca2/jBTnXMOLs/M87uz86b1jLrq1bO2703ry1opX9dbIw5A3vPdmSInjltComTgG9cS6k0z81voX8djBggDOlXw3sLW1m62vDZMsOYQflNNvPzVqbNbWHv21dw7qNNtLQZjIG1bfDUxy0cNa5XhY/CCV8AE/1To8gQPXMCeNn5wOlApD7s7tDcarj6xTWkDu8LwIGb1/JJto3/fKWZ7YfWsEm//Obca2Qtz5y5Ea/+cABr22D63BaOHNuLaXPWMnpQDcfet4rn57dU8lAqTTNwsqvZqbtDNM0J4GWfBDzXMipF6qVmLtyzN4P7WhP+vxfWcMv3+nHlIX3YbmgNd8zKP062y6Y1bDbQ/pv3HFnD3K/bmLhTHd6EPgzuKzSM68WDH1T1GNtkvOxM1yK6QnTNaZlCTGYpe2ZeCze/1syEqSuZ9VUr85e28W5jK61thle+aKXQmeOZDzfx9le23iOzW9h1RC0Ac79uY+zGQp9eQlv1Dtb+N172v1yL6CpiTMT/M179YOzU4GNdS6kUE6au5Loj+nLOo018srSN/cbU8vDEjfg028a9765lymF9v6373sJWTnuwCQMcu00vrvlOX5atMbzyeSv7jq7loDtWcuUhfThx+zp3B1Qe3gL2x8uudi2kq0TfnABe/c7AP4H+rqUooeAbYA+8bMa1kO4Q9W6txcu+C5wArHEtRXHOKuCYqBsTqsWcAF72aWAiUNVDj0pR1gIn4WX/4VpIT1A95gTwso8CZxGjSyzKt7QBZ/mj+FVBdZkTwMveh33ETIkPBjjff/a3aqg+cwJ42duBi13LUCqCASbhZf/kWkhPU53mBPCyNwJXupahlJ2f4GVDNY1CT1Edl1KK4dVPBm6AgtfplWjSDJyLl73btZByUf3mBPDqJwJ3Ar1dS1F6hCXACXjZF1wLKSfxMCeAV38YdqKaetdSlG4xD2jAy852LaTcVO85Zy5e9jlgP+Bj11KULjMT2DcOxoQ4mRPAy34A7AO86FqK0mkeBA7Dyy5yLaRSxMucgJ917XBswjAl/LRhnz76Pl62cD6WKiQ+55z58OqPxk75MNy1FCUvnwJn4GX/7lqIC+IXOYN42enAzsB011KUDbgP2CWuxoS4R84gXv1PgN8CfTuqqpSVZcCPq/n6ZamoOYN49TvQ/outuOBlbDc241pIGIh3tzYXL/u/wN7YqR9WOlYTJ5YAk4FD1Jjr0MhZCK9+JDaB9RnorX/lohW4DbgiCnOXVBo1Z0d49fsAN2Gvjyo9x7PAz/0sFkoe1Jyl4NULNoKmgJGO1USdj4FL8LKPuBYSdtScncGr7w/8FLgI2MyxmqiRAW4EbsXLaq6nElBzdgWvvjc2kl4CbO9YTdh5E3uJ6n/wsvkndFHyoubsDra72wBcChzsWE3YeBL4rf/AgdIF1Jw9hVe/NzY1ynHE90aGlcBfget1oKf7qDl7Gq9+EDaH7qnYG+yrfRqvZuAJ4C/A43hZvT7cQ6g5y4lXPww4GWvUg6ie66WtwHNYQz6El13qWE9VouasFF79aOBEYALWqEOd6uk8jdjnYJ8DHsbLNjrWU/WoOV1gB5J2wA4iHeL/Ddulmc+AF7CGfBEv+6FjPbFDzRkWvPpx2DQq2wLjgG2ArSn/5EzLgbnAR/7fD4CX9R5X96g5w469x3ecv4wFNgYGAAML/BVgdWBZASz1lyXAQtYZca52T8OLmlNRQoo+MqYoIUXNqSghRc2pKCFFzRkzRKRGRA4VkQ1uiBCRWhEZ2Mn99ROR2h7Ul+jGtnm1iMhW3dHkCjVn/NgJuNLkHwncEpuZABEZKSKDROQZERlUZH9XAOf0hDARuQwY768XNLz/I5Lvu1tIyzEiclpPaKwk1X7fp7Ih3wP+XOC91WCNiX1mNe2XNRfZXwv2cs0GiMjJ2Odfc38IBLjZGPNAoG4CGGOMuVZENgEeFpG1wGh/+y8C2/fCGjE3bWZeLcaYm0TkHhF53BizvMixhAo1ZwwQkfHYaRBbgF2BD0XkX7E9pxpsVvUrsMYdCFwHbALs4dd/TET6A4caY3KN2n6NNR+bAncYY6bm6DkbGJZT90zgZgBjzDfYO6cQkcnAQmPMvSUcajEtdwPHA3eVsJ9QoN3aGGCMedMYMwHb5XvNGHOgMeZw7DOX9xljDsPekdQILAZeBWqNMUf468caYw7IY0ywtyEWyq9U7OHq3PfGGmM+yFNvGHC5iLzkL++JSJ8C+yymZSawexE9oUMjZ7yYBPwh8PpoYKK/3gy8AewGPAbMCQ4aiUjvXHOKSD0wGDAiMtwYs7AMmnfERuxFfptvGGM2SHNSgpYmoF8Z9JUNNWe8WAIkRWRHYDYwzxjTCGCMuUdERvvrGRGZAPyNdWZtwZo5yEXYbuIX2ORn/9YNbU0iMsAY8+05oz9yPKTdmD6FonFHWrbE3swfGbRbGyOMMb8DDsP+3x8G+ojIqAJ1pxpjjmRdt3Y9Y4rI/sBRwC3GmEeAISLys27Imw6clFN2OfZccT1puRuWqOUUYFo39FUcjZwxwT9PG4/N0rCbv4wBHhKRl7FGEFtVBKgxxrQGtq8BMMa0icipQBI4OlDnTOBJEdkTuMSPyIKN1GfnyBmBzQUcZBpwv4g8YYxZKCLHYJ99PdBvX7BP6aw32lqKFuxs5qOMMe905jNzjZozPlyNjZiPGmP+j1/2nog8BUw0xqz2DdwHO1fM9SLS4td7xN/2ehH5BDvq+R1jzLdZ2o0xy0TkMKzJh2IHl+qAVIHR2sHBMmOMEZGLgcNF5EngQuDEgOHOB04DrgrsZ7sStRyENWmk0KdSFCWk6DmnooQUNaeihBQ1p6KEFDWnooQUNaeihBQ1p6KEFDWnooQUNaeihBQ1p6KEFDWnooQUNaeihBQ1p6KEFDWnooSU/w/PdbFFmJSmkQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ex=(0.01,0.01)\n",
    "p = plt.figure(figsize=(25,16))\n",
    "for i in range(len(peple['时间'])):\n",
    "    bg = p.add_subplot(5,4,i+1)\n",
    "    plt.title(peple.iloc[i,0]+'男女人口比例')\n",
    "    plt.pie(peple.iloc[i,2:4],autopct='%1.1f%%',labels=peple.columns[[2,3]],shadow=False,explode=ex)\n",
    "    plt.show()\n",
    "p = plt.figure(figsize=(25,16))\n",
    "for i in range(len(peple['时间'])):\n",
    "    bg = p.add_subplot(5,4,i+1)\n",
    "    plt.title(peple.iloc[i,0]+'城乡人口比例')\n",
    "    plt.pie(peple.iloc[i,2:4],autopct='%1.1f%%',labels=peple.columns[[4,5]],shadow=False,explode=ex)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label1=['年末总人口','男性人口','女性人口','城镇人口','乡村人口']\n",
    "plt.boxplot(peple.iloc[:,1:].T,notch=True,patch_artist=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
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